{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "source": [
        "Временной ряд есть упорядоченная во времени последовательность иземерний некоторого показателя. Промежутки измерения могут быть неравномерными. Отдельное наблюдение(точка на графике - как раз те самые 4 точки, которые нам и будут необходимы) это своя генеральная совокупность. Не все точки т.е. принадлежат одной совокупности, а каждая точка есть отдельная генеральная совокупность. Все значения есть не случайная величина, но последовтаельность случайных величин. Будем описывать временной ряд формулой суммы функции от времени (f(t)) и ошибкой eps_t. Ошибка, очев, не может быть предсказана/удалена моделькой. \\begin{equation}y = f(t) + eps_t\\end{equation}."
      ],
      "metadata": {
        "id": "_xK4iMpthWxq"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from scipy.signal import find_peaks\n",
        "\n",
        "#set a startt value for random numbers generating\n",
        "np.random.seed(0)\n",
        "#set a randonm time series\n",
        "time_series = np.random.randn(100)\n",
        "#find a peaks in this series\n",
        "peaks, _ = find_peaks(time_series)\n",
        "#find a local min's\n",
        "minimums, _ = find_peaks(-time_series)\n",
        "\n",
        "#risunok\n",
        "\n",
        "plt.figure(figsize = (12, 6))\n",
        "plt.plot(time_series, label = 'Time Seris')\n",
        "plt.plot(peaks, time_series[peaks], \"o\", label = \"peaks\")\n",
        "plt.plot(minimums, time_series[minimums], \"o\", label = \"minimums\")\n",
        "plt.xlabel('Time')\n",
        "plt.ylabel('Value')\n",
        "plt.grid(True)\n",
        "plt.title('Random time series')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "Ar3fmfi5jdFz",
        "outputId": "228dcd49-e69b-4343-be02-8616e612cba3"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Цели анализа временных рядов: 1)Решение задачи описательной аналитики 2)Выявить причины, которые привели нас к нашей последовательности значений (в будущем - повлиять на эти самые значения) 3)Предсказывать будущие значения. В реальных условиях мы имеем \"тренд\" - одну из главных составляющих ф-ии временного ряда. Вокруг тренда f(t) уже всё и колеблется: \\begin{equation}y = f(t) + g(t) + h(t) + eps_t.\\end{equation} Тренд не обязательно прямая. Составляющая g(t) есть циклическая составляющая - сезонность(см.картинку ниже(синусоидальная компонента, представляющая циклические колебания).). А h(t) есть цикличность - годовая, квартальная, сезонная и проч.. Но всё это нам как будто не надо, т.к. ФПГ не имеет сезонности в коротком промежутке, так что имеем только важную f(t).\n"
      ],
      "metadata": {
        "id": "fhhI6nXJlw7d"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "np.random.seed(0)\n",
        "\n",
        "p = 100\n",
        "\n",
        "t = np.arange(p)\n",
        "\n",
        "trend = 0.01 * t**2\n",
        "\n",
        "seasonality = 5 * np.sin(2 * np.pi * t / 12)\n",
        "\n",
        "noise = np.random.normal(0, 1, p)\n",
        "\n",
        "time_series = trend + seasonality + noise\n",
        "\n",
        "plt.figure(figsize = (14, 8))\n",
        "\n",
        "plt.subplot(4, 1, 1)\n",
        "plt.plot(time_series, label='Временной ряд')\n",
        "plt.title('Полный временной ряд')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(4, 1, 2)\n",
        "plt.plot(trend, label='Тренд (f(t))')\n",
        "plt.title('Тренд')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(4, 1, 3)\n",
        "plt.plot(seasonality, label='Сезонность (g(t))')\n",
        "plt.title('Сезонность')\n",
        "plt.legend()\n",
        "\n",
        "plt.subplot(4, 1, 4)\n",
        "plt.plot(noise, label='Шум (ε)')\n",
        "plt.title('Шум')\n",
        "plt.legend()\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "-5EHLsylpt1t",
        "outputId": "c356880f-1ca3-42d1-c297-9e739bcf71c9"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x800 with 4 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Полиномиальные тренды: Если общий вид анализа выглядит как нахождение одной линии, которая описывает тенденцию, то полиномиальный метод строит полином \\begin{equation}y = a_n*x^n + a_(n-1)*x^(n-1) + ... + a_k\\end{equation}. Гигапохуй на это, не наша задача ещё прогнозировать что-то. Продвинутый полиномиальный метод - метод скользящих средних, если есть желание, то можно почитать(по сути просто апроскимируем новое значение на основе усреднения значений из предыдущего отрезка времени. Мы берём какой-то отрезок и на его правой границе вычисляем тренд, и так итерируемся по ряду. Хз, какая-то шляпа для криптоинвесторов.)"
      ],
      "metadata": {
        "id": "W8CSHuFIruKJ"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Метод экспоненциального сглаживания: 1)Начальное значение сглаженного временного ряда обычно устанавливается равным первому наблюдению. 2)Каждое последующее сглаженное значение вычисляется как взвешенное среднее между предыдущим сглаженным значением и фактическим наблюдением. Формула для простого экспоненциального сглаживания: \\begin{equation}S_t = alpha * y_t + (1 - alpha) * S_(t-1)\\end{equation} где \\begin{equation}S_t\\end{equation} - сглаженное значение в момент времени\n",
        "t, \\begin{equation}y_t\\end{equation} - фактическое наблюдение в момент времени\n",
        "t, и \\begin{equation}alpha\\end{equation} - коэффициент сглаживания от 0 до 1. 3)Сглаженное значение на последнем шаге используется в качестве прогноза для следующего периода.\n"
      ],
      "metadata": {
        "id": "YiAuBZYDN8wy"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "np.random.seed(0)\n",
        "\n",
        "time_series = np.random.randn(100).cumsum()\n",
        "\n",
        "alpha = 0.2\n",
        "\n",
        "S = [time_series[0]]\n",
        "\n",
        "for t in range(1, len(time_series)):\n",
        "    S_t = alpha * time_series[t] + (1 - alpha) * S[-1]\n",
        "    S.append(S_t) #нихуя хитрого короче нет, но для упрощения прогнозирования(типо без шумов)\n",
        "                  #можно сглаживать - так проще будет избавиться от зависимости точек, которые расположены далеко от прогнозируемой точки\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(time_series, label='Исходный временной ряд')\n",
        "plt.plot(S, label='Сглаженный временной ряд')\n",
        "plt.title('Экспоненциальное сглаживание временного ряда')\n",
        "plt.xlabel('Время')\n",
        "plt.ylabel('Значение')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 564
        },
        "id": "WSYa3X6lQD9_",
        "outputId": "ad5938c5-6227-4b1a-f8eb-9e57ee2a5cbb"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Шумы: бывают разные, в целом понятно, что есть по сути своей"
      ],
      "metadata": {
        "id": "EjLCd79ASInO"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "\n",
        "np.random.seed(0)\n",
        "\n",
        "n = 200\n",
        "\n",
        "t = np.arange(n)\n",
        "\n",
        "white_noise = np.random.normal(0, 1, n)\n",
        "pink_noise = np.cumsum(np.random.normal(0, 1, n))\n",
        "red_noise = np.cumsum(pink_noise) #самый ненатуральный шум, в природе редко\n",
        "\n",
        "#все виды шумов обратимы, т.е. можно развернуть графики в обратную сторону\n",
        "#также существуют комбинации цветов шумов, но пока хз, как это применимо, надо\n",
        "#датасеты смотреть\n",
        "\n",
        "noise_types = [\n",
        "    (white_noise, 'Белый шум', 'blue'),\n",
        "    (pink_noise, 'Розовый шум', 'pink'),\n",
        "    (red_noise, 'Красный шум', 'red')\n",
        "]\n",
        "\n",
        "plt.figure(figsize=(14, 8))\n",
        "for i, (noise, label, color) in enumerate(noise_types, 1):\n",
        "    plt.subplot(3, 1, i)\n",
        "    plt.plot(t, noise, label=label, color=color)\n",
        "    plt.title(label)\n",
        "    plt.xlabel('Время')\n",
        "    plt.ylabel('Амплитуда')\n",
        "    plt.legend()\n",
        "    plt.grid(True)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 807
        },
        "id": "aURF9WTcZqqx",
        "outputId": "0345fb66-7bdf-49fd-e203-47d4dd87c6bd"
      },
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1400x800 with 3 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Авторегрессия:\n",
        "Определение: Автокоррелция - коррелция значений ряда. Характеризует интервал, в котором **может** лежать последующее значение временного ряда(следующее значение всегда ожидается рядом с предыдущим).\n",
        "Авторегрессия - это модель, которая использует автокорреляцию для предсказания будущих значений временного ряда.\n",
        "Формула авторегрессии:\n",
        "\\begin{equation}AR_N = alpha + a_1*X_(N-1) + a_2 * X_(N-2)\\end{equation}\n",
        "\n",
        "Порядок модели (p): Количество предыдущих значений, используемых для предсказания текущего значения. Выбор оптимального порядка важен для точности модели.\n",
        "Стационарность: Авторегрессионные модели требуют, чтобы временной ряд был стационарным, то есть его статистические свойства (среднее, дисперсия) не изменяются со временем.\n",
        "\n",
        "Нам всё это вроде не надо - в проекте предсказанием следующих значений флэксить не требуется.\n",
        "\n"
      ],
      "metadata": {
        "id": "5A12_QwXa9tf"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "Стационарный ряд: Среднее, дисперсия и автокорреляция остаются постоянными на протяжении всего временного ряда.\n",
        "Нестационарный ряд: Характеристики ряда изменяются со временем. Это может быть вызвано трендами, сезонностью или структурными изменениями.\n",
        "\n",
        "Как с ФПГ вообще связано:\n",
        "Спокойное состояние: В случае спокойносидящего человека, ФПГ может быть стационарной, так как сердечный ритм и кровообращение стабильны.\n",
        "Активное состояние: При физической активности или стрессе характеристики ФПГ могут изменяться, делая ряд нестационарным(нам по идее всё равно - соберем датасет людей в спокойствии)\n",
        "\n",
        "Но если придется фиксить, то имеются способы:\n",
        "1)Полиномы и сплайны\n",
        "\n",
        "2)Фильтрация Калмана\n",
        "\n",
        "3)Скользящее среднее\n",
        "\n",
        "4)Трансформация Бокса-Кокса\n",
        "\n",
        "5)Десезонлизация\n",
        "\n",
        "6)Логарифмирование\n",
        "\n",
        "7)Дифференцирование"
      ],
      "metadata": {
        "id": "RrhGlUH1kQ29"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from statsmodels.tsa.stattools import adfuller #абракадабра, не обращаем внимание\n",
        "\n",
        "np.random.seed(0)\n",
        "\n",
        "stationary_series = np.random.normal(0, 1, 200)\n",
        "\n",
        "trend = np.linspace(0, 5, 200)\n",
        "non_stationary_series = trend + np.random.normal(0, 1, 200)\n",
        "\n",
        "def adf_test(series):\n",
        "    result = adfuller(series)\n",
        "    p_value = result[1]\n",
        "    return p_value\n",
        "\n",
        "stationary_p_value = adf_test(stationary_series)\n",
        "non_stationary_p_value = adf_test(non_stationary_series)\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "\n",
        "plt.subplot(2, 1, 1)\n",
        "plt.plot(stationary_series, label='Стационарный ряд', color='blue')\n",
        "plt.title(f'Стационарный ряд (p-value: {stationary_p_value:.4f})')\n",
        "plt.xlabel('Время')\n",
        "plt.ylabel('Значение')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "\n",
        "plt.subplot(2, 1, 2)\n",
        "plt.plot(non_stationary_series, label='Нестационарный ряд', color='red')\n",
        "plt.title(f'Нестационарный ряд (p-value: {non_stationary_p_value:.4f})')\n",
        "plt.xlabel('Время')\n",
        "plt.ylabel('Значение')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 607
        },
        "id": "lPX4TNlCmDBM",
        "outputId": "29e405f7-4298-4f5e-87c8-443f4ce71d23"
      },
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Универсальный анализ временных рядов:\n",
        "\n",
        "Временные признаки: Включают дату и время измерения, а также выходные и праздничные дни, которые могут влиять на ФПГ.\n",
        "\n",
        "Сезонность: Временные ряды ФПГ могут иметь сезонные компоненты (например, дневные или недельные циклы). Нужен корреляционный анализ и критерий BIC для выбора оптимальной модели - тоже нам не надо по-хорошему\n",
        "\n",
        "Автоанализ с помощью SARIMA: Модель SARIMA (Seasonal AutoRegressive Integrated Moving Average) позволяет учитывать как авторегрессию, так и сезонность.\n",
        "\n",
        "Дополнительные признаки:\n",
        "\n",
        "Корреляция между признаками: Анализ корреляции между различными физиологическими параметрами может выявить взаимосвязи, которые полезны для нормализации модели.\n",
        "\n",
        "Прогнозирование скип.\n",
        "\n",
        "Анализ ФПГ требует учета специфики физиологических данных, таких как реакция на стресс, физическую активность и сон - POHUI.\n"
      ],
      "metadata": {
        "id": "qmw-Qw_ynh2_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "from statsmodels.tsa.statespace.sarimax import SARIMAX\n",
        "from statsmodels.tsa.stattools import acf, pacf\n",
        "\n",
        "#данные фейк а график пиздёж, фпг не имеет сезонности\n",
        "np.random.seed(0)\n",
        "n = 200\n",
        "time = np.arange(n)\n",
        "heart_rate = 60 + 10 * np.sin(2 * np.pi * time / 50) + np.random.normal(0, 5, n)\n",
        "\n",
        "seasonal_component = 5 * np.sin(2 * np.pi * time / 25)\n",
        "heart_rate_with_seasonality = heart_rate + seasonal_component\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "plt.plot(heart_rate_with_seasonality, label='ФПГ с сезонностью', color='blue')\n",
        "plt.title('Временной ряд ФПГ')\n",
        "plt.xlabel('Время')\n",
        "plt.ylabel('Частота сердечных сокращений')\n",
        "plt.legend()\n",
        "plt.grid(True)\n",
        "plt.show()\n",
        "\n",
        "lag_acf = acf(heart_rate_with_seasonality)\n",
        "lag_pacf = pacf(heart_rate_with_seasonality)\n",
        "\n",
        "plt.figure(figsize=(12, 6))\n",
        "\n",
        "plt.subplot(121)\n",
        "plt.stem(lag_acf, markerfmt='o', basefmt=\"C0-\")\n",
        "plt.title('Автокорреляционная функция (ACF)')\n",
        "plt.xlabel('Лаги')\n",
        "plt.ylabel('ACF')\n",
        "\n",
        "plt.subplot(122)\n",
        "plt.stem(lag_pacf, markerfmt='o', basefmt=\"C0-\")\n",
        "plt.title('Частичная автокорреляционная функция (PACF)')\n",
        "plt.xlabel('Лаги')\n",
        "plt.ylabel('PACF')\n",
        "\n",
        "plt.tight_layout()\n",
        "plt.show()\n",
        "\n",
        "sarima_model = SARIMAX(heart_rate_with_seasonality, order=(5, 1, 0), seasonal_order=(1, 1, 1, 25))\n",
        "sarima_results = sarima_model.fit()\n",
        "\n",
        "print(sarima_results.summary())\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "qTXypo1-vd_R",
        "outputId": "2c2b5447-4855-422b-8a89-f14049060c3d"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1200x600 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                                      SARIMAX Results                                       \n",
            "============================================================================================\n",
            "Dep. Variable:                                    y   No. Observations:                  200\n",
            "Model:             SARIMAX(5, 1, 0)x(1, 1, [1], 25)   Log Likelihood                -577.094\n",
            "Date:                              Fri, 21 Feb 2025   AIC                           1170.188\n",
            "Time:                                      13:43:12   BIC                           1195.460\n",
            "Sample:                                           0   HQIC                          1180.440\n",
            "                                              - 200                                         \n",
            "Covariance Type:                                opg                                         \n",
            "==============================================================================\n",
            "                 coef    std err          z      P>|z|      [0.025      0.975]\n",
            "------------------------------------------------------------------------------\n",
            "ar.L1         -0.6515      0.089     -7.296      0.000      -0.827      -0.476\n",
            "ar.L2         -0.3302      0.106     -3.102      0.002      -0.539      -0.122\n",
            "ar.L3         -0.0996      0.103     -0.969      0.333      -0.301       0.102\n",
            "ar.L4         -0.1374      0.104     -1.327      0.184      -0.340       0.065\n",
            "ar.L5          0.0410      0.086      0.476      0.634      -0.128       0.210\n",
            "ar.S.L25      -0.1480      0.131     -1.127      0.260      -0.405       0.109\n",
            "ma.S.L25      -0.9969     10.894     -0.092      0.927     -22.349      20.355\n",
            "sigma2        31.7874    343.795      0.092      0.926    -642.038     705.613\n",
            "===================================================================================\n",
            "Ljung-Box (L1) (Q):                   0.01   Jarque-Bera (JB):                 7.07\n",
            "Prob(Q):                              0.91   Prob(JB):                         0.03\n",
            "Heteroskedasticity (H):               1.28   Skew:                             0.48\n",
            "Prob(H) (two-sided):                  0.35   Kurtosis:                         2.79\n",
            "===================================================================================\n",
            "\n",
            "Warnings:\n",
            "[1] Covariance matrix calculated using the outer product of gradients (complex-step).\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "Используются автокорреляционная функция (ACF) и частичная автокорреляционная функция (PACF) для выявления зависимостей между значениями ряда в разные моменты времени.\n",
        "ACF показывает, как текущие значения связаны с предыдущими.\n",
        "PACF помогает определить, какие временные интервалы наиболее значимы для модели\n"
      ],
      "metadata": {
        "id": "XvMhkljawMVb"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "RNN: LSTM и GRU"
      ],
      "metadata": {
        "id": "NNX6oV1OwSRd"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "https://github.com/MaxBenChrist/awesome_time_series_in_python - инструменты для работы с временными рядами. Наиболее примечательные:\n",
        "\n",
        "Darts:Библиотека для прогнозирования временных рядов с использованием различных моделей, включая ARIMA и глубокое обучение. Поддерживает ансамблирование и выбор моделей\n",
        "\n",
        "ETNA:\n",
        "Библиотека для прогнозирования и анализа временных рядов с различными предиктивными моделями и методами EDA\n",
        "\n",
        "Flow Forecast:\n",
        "Фреймворк для глубокого обучения, предназначенный для прогнозирования, классификации и обнаружения аномалий во временных рядах\n",
        "\n",
        "tsfresh:\n",
        "Извлекает и фильтрует признаки из временных рядов, что позволяет применять классификаторы и регрессоры к данным временных рядов\n",
        "\n",
        "tslearn:\n",
        "Содержит классификаторы и регрессоры для временных рядов\n",
        "\n",
        "sktime:\n",
        "Библиотека, совместимая с scikit-learn, для обучения с временными рядами, включая классификацию и прогнозирование\n",
        "\n",
        "Featuretools:\n",
        "Позволяет извлекать признаки из временных рядов\n",
        "\n",
        "pyts:\n",
        "Включает методы предобработки и трансформации временных рядов, а также методы классификации.\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "https://github.com/ChadFulton/tsa-notebooks - ноутбуки для понимания работы с временными рядами(там пизда какая-то)\n",
        "\n",
        "\n",
        "\n",
        "\n",
        "https://github.com/FUlyankin/matstat-AB/tree/main/week15_timeseries - НАША ТЕМА, МУЖИКИ, ХАПАЕМ, ПОКА НЕ ПОЗДНО\n",
        "\n",
        "\n",
        "https://www.youtube.com/watch?v=spUNpyF58BY - математика на английском, но как будто нам библиотеки всё сделают, особо понимание не требуется"
      ],
      "metadata": {
        "id": "ED6zRktYNv-E"
      }
    }
  ]
}